The Resource Data-driven numerical modelling in geodynamics : methods and applications, Alik Ismail-Zadeh, Alexander Korotkii, Igor Tsepelev

Data-driven numerical modelling in geodynamics : methods and applications, Alik Ismail-Zadeh, Alexander Korotkii, Igor Tsepelev

Label
Data-driven numerical modelling in geodynamics : methods and applications
Title
Data-driven numerical modelling in geodynamics
Title remainder
methods and applications
Statement of responsibility
Alik Ismail-Zadeh, Alexander Korotkii, Igor Tsepelev
Creator
Contributor
Author
Subject
Genre
Language
eng
Summary
This book describes the methods and numerical approaches for data assimilation in geodynamical models and presents several applications of the described methodology in relevant case studies. The book starts with a brief overview of the basic principles in data-driven geodynamic modelling, inverse problems, and data assimilation methods, which is then followed by methodological chapters on backward advection, variational (or adjoint), and quasi-reversibility methods. The chapters are accompanied by case studies presenting the applicability of the methods for solving geodynamic problems; namely, mantle plume evolution; lithosphere dynamics in and beneath two distinct geological domains - the south-eastern Carpathian Mountains and the Japanese Islands; salt diapirism in sedimentary basins; and volcanic lava flow. Applications of data-driven modelling are of interest to the industry and to experts dealing with geohazards and risk mitigation. Explanation of the sedimentary basin evolution complicated by deformations due to salt tectonics can help in oil and gas exploration; better understanding of the stress-strain evolution in the past and stress localization in the present can provide an insight into large earthquake preparation processes; volcanic lava flow assessments can advise on risk mitigation in the populated areas. The book is an essential tool for advanced courses on data assimilation and numerical modelling in geodynamics
Member of
Cataloging source
YDX
http://library.link/vocab/creatorName
Ismail-Zadeh, Alik
Dewey number
551.1
Illustrations
illustrations
Index
no index present
LC call number
QE501.3
LC item number
.I86 2016
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Korotkii, Alexander
  • Tsepelev, Igor
Series statement
SpringerBriefs in Earth Sciences
http://library.link/vocab/subjectName
  • Geodynamics
  • SCIENCE
  • SCIENCE
  • Geodynamics
  • Fossil fuel technologies
  • Natural disasters
  • Numerical analysis
  • Geophysics
Label
Data-driven numerical modelling in geodynamics : methods and applications, Alik Ismail-Zadeh, Alexander Korotkii, Igor Tsepelev
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-27801-8
Instantiates
Publication
Bibliography note
  • Includes bibliographical references
  • References5 Quasi-Reversibility Method and Its Applications; 5.1 Basic Idea of the Quasi-Reversibility (QRV) Method; 5.2 Mathematical Statement; 5.3 Optimisation Problem and Numerical Approach; 5.4 Restoration of Mantle Plumes; 5.5 Restoration of Descending Lithosphere Evolution; 5.5.1 The Vrancea Seismicity and the Relic Descending Slab; 5.5.2 Input Data: Seismic Temperature Model; 5.5.3 Data Assimilation; 5.5.4 Model Results; 5.5.5 Model Limitations and Uncertainties; References; 6 Application of the QRV Method to Modelling of Plate Subduction
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Preface; Acknowledgements; Contents; 1 Introduction; 1.1 Inverse Problems in Geodynamics; 1.2 Forward and Backward Modelling and Source of Errors; 1.3 Data Assimilation Methods; References; 2 Backward Advection Method and Its Application to Modelling of Salt Tectonics; 2.1 Basic Idea of the Backward Advection (BAD) Method; 2.2 Modelling of Salt Diapirism; 2.3 Mathematical Statement; 2.4 Solution Method; 2.5 Forward and Backward Model Results; References; 3 Variational Method and Its Application to Modelling of Mantle Plume Evolution; 3.1 Basic Idea of the Variational (VAR) Method
  • 3.2 Mathematical Statement3.3 Objective Functional; 3.4 Adjoint Problem; 3.5 Solution Method; 3.6 Restoration of Mantle Plumes; 3.6.1 Model and Methods; 3.6.2 Forward Modelling; 3.6.3 Backward Modelling; 3.6.4 Performance of the Numerical Algorithm; 3.7 Challenges in VAR Data Assimilation; 3.7.1 Data Smoothness; 3.7.2 Numerical Noise; References; 4 Application of the Variational Method to Lava Flow Modelling; 4.1 Lava Flow; 4.2 Reconstruction of Lava Properties; 4.3 Mathematical Statement; 4.4 Minimisation Problem; 4.5 Adjoint Problem; 4.6 Numerical Approach; 4.7 Model Results and Discussion
  • 6.1 Plate Subduction Beneath the Japanese Islands6.2 Mathematical Statement; 6.3 Input Data: Seismic Temperature Model; 6.4 Boundary Conditions; 6.5 Rheological Model; 6.6 Numerical Approach; 6.7 Model Results; 6.8 Data Uncertainties; References; 7 Comparison of Data Assimilation Methods; References
Dimensions
unknown
Extent
1 online resource (x, 105 pages)
Form of item
online
Isbn
9783319278018
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other physical details
illustrations (some color).
Specific material designation
remote
System control number
  • (OCoLC)959273070
  • (OCoLC)ocn959273070
Label
Data-driven numerical modelling in geodynamics : methods and applications, Alik Ismail-Zadeh, Alexander Korotkii, Igor Tsepelev
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-27801-8
Publication
Bibliography note
  • Includes bibliographical references
  • References5 Quasi-Reversibility Method and Its Applications; 5.1 Basic Idea of the Quasi-Reversibility (QRV) Method; 5.2 Mathematical Statement; 5.3 Optimisation Problem and Numerical Approach; 5.4 Restoration of Mantle Plumes; 5.5 Restoration of Descending Lithosphere Evolution; 5.5.1 The Vrancea Seismicity and the Relic Descending Slab; 5.5.2 Input Data: Seismic Temperature Model; 5.5.3 Data Assimilation; 5.5.4 Model Results; 5.5.5 Model Limitations and Uncertainties; References; 6 Application of the QRV Method to Modelling of Plate Subduction
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Preface; Acknowledgements; Contents; 1 Introduction; 1.1 Inverse Problems in Geodynamics; 1.2 Forward and Backward Modelling and Source of Errors; 1.3 Data Assimilation Methods; References; 2 Backward Advection Method and Its Application to Modelling of Salt Tectonics; 2.1 Basic Idea of the Backward Advection (BAD) Method; 2.2 Modelling of Salt Diapirism; 2.3 Mathematical Statement; 2.4 Solution Method; 2.5 Forward and Backward Model Results; References; 3 Variational Method and Its Application to Modelling of Mantle Plume Evolution; 3.1 Basic Idea of the Variational (VAR) Method
  • 3.2 Mathematical Statement3.3 Objective Functional; 3.4 Adjoint Problem; 3.5 Solution Method; 3.6 Restoration of Mantle Plumes; 3.6.1 Model and Methods; 3.6.2 Forward Modelling; 3.6.3 Backward Modelling; 3.6.4 Performance of the Numerical Algorithm; 3.7 Challenges in VAR Data Assimilation; 3.7.1 Data Smoothness; 3.7.2 Numerical Noise; References; 4 Application of the Variational Method to Lava Flow Modelling; 4.1 Lava Flow; 4.2 Reconstruction of Lava Properties; 4.3 Mathematical Statement; 4.4 Minimisation Problem; 4.5 Adjoint Problem; 4.6 Numerical Approach; 4.7 Model Results and Discussion
  • 6.1 Plate Subduction Beneath the Japanese Islands6.2 Mathematical Statement; 6.3 Input Data: Seismic Temperature Model; 6.4 Boundary Conditions; 6.5 Rheological Model; 6.6 Numerical Approach; 6.7 Model Results; 6.8 Data Uncertainties; References; 7 Comparison of Data Assimilation Methods; References
Dimensions
unknown
Extent
1 online resource (x, 105 pages)
Form of item
online
Isbn
9783319278018
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other physical details
illustrations (some color).
Specific material designation
remote
System control number
  • (OCoLC)959273070
  • (OCoLC)ocn959273070

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